Articles | Volume 24, issue 2
https://doi.org/10.5194/hess-24-595-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-24-595-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
12 Feb 2020
Research article |
| 12 Feb 2020
| 12 Feb 2020
Application of logistic regression to simulate the influence of rainfall genesis on storm overflow operations: a probabilistic approach
Bartosz Szeląg
CORRESPONDING AUTHOR
Department of Geotechnics and Water Engineering, Kielce University
of Technology, 25-314 Kielce, Poland
Roman Suligowski
Department of Hydrology and Geo-Information, Jan Kochanowski
University, 25-406 Kielce, Poland
Jan Studziński
Centre for Computer Science Applications in Environmental
Engineering, Systems Research Institute, Polish Academy of Sciences, 01-447 Warsaw, Poland
Francesco De Paola
Department of Civil, Architectural and Environmental Engineering,
University of Naples Federico II, via Claudio 21, Naples 80125, Italy
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Cited
17 citations as recorded by crossref.
- Quantifying the runoff generation mechanisms response to vegetation restoration in the Loess Plateau in China: a novel dual-index identification framework integrated with multinomial logistic regression H. Zhu et al. https://doi.org/10.1016/j.jhydrol.2025.134480
- A hybrid ensemble modelling framework for the prediction of breakup ice jams on Northern Canadian Rivers M. De Coste et al. https://doi.org/10.1016/j.coldregions.2021.103302
- Influence of urban catchment characteristics and rainfall origins on the phenomenon of stormwater flooding: Case study B. Szeląg et al. https://doi.org/10.1016/j.envsoft.2022.105335
- Advancing flood early warning systems: ensemble learning-based classifiers for urban flood forecasting E. Snieder et al. https://doi.org/10.2166/hydro.2025.218
- Analysis of erosion rill development under rainfall events using structure-from-motion photogrammetry — a case study from Kielce (Holy Cross Mts., Poland) P. Kopyść https://doi.org/10.1007/s11629-021-7025-7
- Application of Analytical Probabilistic Models in Urban Runoff Control Systems’ Planning and Design: A Review A. Aldrees & S. Dan’azumi https://doi.org/10.3390/w15091640
- Using logistic regression to model the risk of sewer overflows triggered by compound flooding with application to sea level rise S. Meyers et al. https://doi.org/10.1016/j.uclim.2020.100752
- Enhancing urban water resilience through stormwater reuse for toilet flushing S. Piazza et al. https://doi.org/10.1016/j.scs.2024.106074
- Impact of sewer overflow on public health: A comprehensive scientometric analysis and systematic review A. Sojobi & T. Zayed https://doi.org/10.1016/j.envres.2021.111609
- The Relationship between Suspended Solid Loads and Dissolved Material during Floods of Various Origin in Catchments of Different Use T. Ciupa & R. Suligowski https://doi.org/10.3390/w15010090
- An advanced tool integrating failure and sensitivity analysis into novel modeling of the stormwater flood volume F. Fatone et al. https://doi.org/10.5194/hess-27-3329-2023
- Simulation of the number of storm overflows considering changes in precipitation dynamics and the urbanisation of the catchment area: A probabilistic approach B. Szeląg et al. https://doi.org/10.1016/j.jhydrol.2021.126275
- Assessment of wastewater quality indicators for wastewater treatment influent using an advanced logistic regression model B. Szeląg et al. https://doi.org/10.5004/dwt.2021.27674
- A Probabilistic Model for Predicting the Performance of a Stormwater Overflow Structure as Part of a Stormwater Treatment Plant J. Górski et al. https://doi.org/10.3390/w16243598
- Development of Rainfall-Runoff Models for Sustainable Stormwater Management in Urbanized Catchments B. Szeląg et al. https://doi.org/10.3390/w14131997
- Flood occurrence analysis in small urban catchments in the context of regional variability B. Szeląg et al. https://doi.org/10.1371/journal.pone.0276312
- Application of Multinomial Logistic Regression to Model the Impact of Rainfall Genesis on the Performance of Storm Overflows: Case Study B. Szeląg et al. https://doi.org/10.1007/s11269-022-03223-z
17 citations as recorded by crossref.
- Quantifying the runoff generation mechanisms response to vegetation restoration in the Loess Plateau in China: a novel dual-index identification framework integrated with multinomial logistic regression H. Zhu et al. https://doi.org/10.1016/j.jhydrol.2025.134480
- A hybrid ensemble modelling framework for the prediction of breakup ice jams on Northern Canadian Rivers M. De Coste et al. https://doi.org/10.1016/j.coldregions.2021.103302
- Influence of urban catchment characteristics and rainfall origins on the phenomenon of stormwater flooding: Case study B. Szeląg et al. https://doi.org/10.1016/j.envsoft.2022.105335
- Advancing flood early warning systems: ensemble learning-based classifiers for urban flood forecasting E. Snieder et al. https://doi.org/10.2166/hydro.2025.218
- Analysis of erosion rill development under rainfall events using structure-from-motion photogrammetry — a case study from Kielce (Holy Cross Mts., Poland) P. Kopyść https://doi.org/10.1007/s11629-021-7025-7
- Application of Analytical Probabilistic Models in Urban Runoff Control Systems’ Planning and Design: A Review A. Aldrees & S. Dan’azumi https://doi.org/10.3390/w15091640
- Using logistic regression to model the risk of sewer overflows triggered by compound flooding with application to sea level rise S. Meyers et al. https://doi.org/10.1016/j.uclim.2020.100752
- Enhancing urban water resilience through stormwater reuse for toilet flushing S. Piazza et al. https://doi.org/10.1016/j.scs.2024.106074
- Impact of sewer overflow on public health: A comprehensive scientometric analysis and systematic review A. Sojobi & T. Zayed https://doi.org/10.1016/j.envres.2021.111609
- The Relationship between Suspended Solid Loads and Dissolved Material during Floods of Various Origin in Catchments of Different Use T. Ciupa & R. Suligowski https://doi.org/10.3390/w15010090
- An advanced tool integrating failure and sensitivity analysis into novel modeling of the stormwater flood volume F. Fatone et al. https://doi.org/10.5194/hess-27-3329-2023
- Simulation of the number of storm overflows considering changes in precipitation dynamics and the urbanisation of the catchment area: A probabilistic approach B. Szeląg et al. https://doi.org/10.1016/j.jhydrol.2021.126275
- Assessment of wastewater quality indicators for wastewater treatment influent using an advanced logistic regression model B. Szeląg et al. https://doi.org/10.5004/dwt.2021.27674
- A Probabilistic Model for Predicting the Performance of a Stormwater Overflow Structure as Part of a Stormwater Treatment Plant J. Górski et al. https://doi.org/10.3390/w16243598
- Development of Rainfall-Runoff Models for Sustainable Stormwater Management in Urbanized Catchments B. Szeląg et al. https://doi.org/10.3390/w14131997
- Flood occurrence analysis in small urban catchments in the context of regional variability B. Szeląg et al. https://doi.org/10.1371/journal.pone.0276312
- Application of Multinomial Logistic Regression to Model the Impact of Rainfall Genesis on the Performance of Storm Overflows: Case Study B. Szeląg et al. https://doi.org/10.1007/s11269-022-03223-z
Saved (final revised paper)
Latest update: 07 Jun 2026
Short summary
A method for linking releases of a storm overflow with the precipitation-forming mechanism, depending on air circulation, was presented. The logit model was used to simulate overflow releases, and a rainfall generator accounting for a forming mechanism was used for forecasting. It was found that the logit model is universal and can be applied to a catchment with diverse geographical characteristics and that the precipitation-forming mechanism has an impact on the operation of the storm overflow.
A method for linking releases of a storm overflow with the precipitation-forming mechanism,...
